{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "766ef2fe-7448-492e-9574-ea44b8ccd69e",
   "metadata": {},
   "source": [
    "# Numpy,Pandas,Matplotlib"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1014783-2b1f-4af5-823f-3484e7bda2d0",
   "metadata": {},
   "source": [
    "#### `ndarray`的属性\n",
    "\n",
    "- `ndarray.ndim`：数组的维数（即数组轴的个数），等于秩。\n",
    "- `ndarray.shape`：数组的维度。用整数的元组来表示数组每个维度的大小。例如二维数组中，表示数组的“行数”和“列数”。\n",
    "- `ndarray.size`：数组元素的总数，等于shape属性中元组元素的乘积。\n",
    "- `ndarray.dtype`：表示数组中元素类型的对象\n",
    "- `ndarray.itemsize`：数组中每个元素的字节大小。例如数组元素类型为float64(64bits)，则其值为8。\n",
    "- `ndarray.data`：包含实际数组元素的缓冲区。由于一般通过数组的位置索引获取元素。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "552afa30-05f1-46ee-a144-c3eafc404f4e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0  1  2  3]\n",
      " [ 4  5  6  7]\n",
      " [ 8  9 10 11]\n",
      " [12 13 14 15]\n",
      " [16 17 18 19]\n",
      " [20 21 22 23]\n",
      " [24 25 26 27]\n",
      " [28 29 30 31]\n",
      " [32 33 34 35]\n",
      " [36 37 38 39]\n",
      " [40 41 42 43]\n",
      " [44 45 46 47]\n",
      " [48 49 50 51]\n",
      " [52 53 54 55]\n",
      " [56 57 58 59]\n",
      " [60 61 62 63]]\n",
      "[[ 5  6]\n",
      " [ 9 10]\n",
      " [13 14]\n",
      " [17 18]\n",
      " [21 22]\n",
      " [25 26]\n",
      " [29 30]\n",
      " [33 34]\n",
      " [37 38]\n",
      " [41 42]\n",
      " [45 46]\n",
      " [49 50]\n",
      " [53 54]\n",
      " [57 58]]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "data=np.arange(64)\n",
    "data=data.reshape(16,4)\n",
    "print(data)\n",
    "print(data[1:15,1:3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "71fae6b8-7b0c-45da-84f4-9d86e8fbc135",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[[ 0  1  2  3]\n",
      "  [ 4  5  6  7]\n",
      "  [ 8  9 10 11]\n",
      "  [12 13 14 15]]\n",
      "\n",
      " [[16 17 18 19]\n",
      "  [20 21 22 23]\n",
      "  [24 25 26 27]\n",
      "  [28 29 30 31]]\n",
      "\n",
      " [[32 33 34 35]\n",
      "  [36 37 38 39]\n",
      "  [40 41 42 43]\n",
      "  [44 45 46 47]]\n",
      "\n",
      " [[48 49 50 51]\n",
      "  [52 53 54 55]\n",
      "  [56 57 58 59]\n",
      "  [60 61 62 63]]]\n",
      "[[[21 22]\n",
      "  [25 26]]\n",
      "\n",
      " [[37 38]\n",
      "  [41 42]]]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "data=np.arange(64)\n",
    "data=data.reshape(4,4,4)\n",
    "print(data)\n",
    "print(data[1:3,1:3,1:3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5c90305f-c22d-40e3-8d61-01e23419c6bd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[[  0   1   2   3   4]\n",
      "  [  5   6   7   8   9]\n",
      "  [ 10  11  12  13  14]\n",
      "  [ 15  16  17  18  19]\n",
      "  [ 20  21  22  23  24]\n",
      "  [ 25  26  27  28  29]]\n",
      "\n",
      " [[ 30  31  32  33  34]\n",
      "  [ 35  36  37  38  39]\n",
      "  [ 40  41  42  43  44]\n",
      "  [ 45  46  47  48  49]\n",
      "  [ 50  51  52  53  54]\n",
      "  [ 55  56  57  58  59]]\n",
      "\n",
      " [[ 60  61  62  63  64]\n",
      "  [ 65  66  67  68  69]\n",
      "  [ 70  71  72  73  74]\n",
      "  [ 75  76  77  78  79]\n",
      "  [ 80  81  82  83  84]\n",
      "  [ 85  86  87  88  89]]\n",
      "\n",
      " [[ 90  91  92  93  94]\n",
      "  [ 95  96  97  98  99]\n",
      "  [100 101 102 103 104]\n",
      "  [105 106 107 108 109]\n",
      "  [110 111 112 113 114]\n",
      "  [115 116 117 118 119]]]\n",
      "[[[36 37 38]\n",
      "  [41 42 43]\n",
      "  [46 47 48]\n",
      "  [51 52 53]]\n",
      "\n",
      " [[66 67 68]\n",
      "  [71 72 73]\n",
      "  [76 77 78]\n",
      "  [81 82 83]]]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "data=np.arange(120)\n",
    "data=data.reshape(4,6,5)\n",
    "print(data)\n",
    "print(data[1:3,1:5,1:4])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0f403591-cf9a-417d-852c-86dad0a31c1d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "48318382080.0\n"
     ]
    }
   ],
   "source": [
    "print(720*2**50/(16*2**20))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d57c278c-f665-40f4-a2f6-673cbf1fb488",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "image/png": 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",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=300x100>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from PIL import Image\n",
    "\n",
    "\n",
    "im = np.random.randint(0,255, (100,300,3), dtype=np.uint8)\n",
    "im = Image.fromarray(im)\n",
    "\n",
    "display(im)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "35877e80-c42c-4185-9f6b-fc2bd4488c72",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": "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",
      "image/png": "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",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from PIL import Image\n",
    "\n",
    "im = np.zeros((300,300),dtype=np.uint8)\n",
    "\n",
    "def dot(x,y,color):\n",
    "    im[x,y]=color\n",
    "\n",
    "def line(x,y,width,color):\n",
    "    for i in range(width):\n",
    "        dot(x,y+i,color)  #x是竖直方向，y是水平方向\n",
    "        \n",
    "line(10,10,200,255)\n",
    "\n",
    "#im = np.random.randint(0,255, (100,300,3), dtype=np.uint8)\n",
    "im = Image.fromarray(im)\n",
    "\n",
    "display(im)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f7bd4e82-e041-4ae7-9ffc-0abe5b2696ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "image/png": "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",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from PIL import Image\n",
    "import math\n",
    "\n",
    "im = np.full((300,300,3),(0,120,170),dtype=np.uint8)\n",
    "\n",
    "def dot(x,y,color):\n",
    "    im[y,x]=color    \n",
    "\n",
    "def line(x1,y1,x2,y2,color):\n",
    "    if x1-x2 == 0:\n",
    "        x=x1=x2\n",
    "        for y in range(min(y1,y2),max(y1,y2)):\n",
    "            dot(x,y,color)\n",
    "    elif y1-y2 == 0:\n",
    "        y=y1=y2\n",
    "        for x in range(min(x1,x2),max(x1,x2)):\n",
    "            dot(x,y,color)\n",
    "    else:\n",
    "        for x in range(min(x1,x2),max(x1,x2)):\n",
    "            y =int((x-x1)/(x2-x1)*(y2-y1)+y1)\n",
    "            dot(x,y,color)\n",
    "\n",
    "def circle(x0,y0,r,color):\n",
    "    for i in range(361):\n",
    "        angle = math.radians(i)\n",
    "        x = int(x0 + r * np.cos(angle))\n",
    "        y = int(y0 + r * np.sin(angle))\n",
    "        dot(x,y,color)\n",
    "\n",
    "def rect(x1,y1,x2,y2,color):\n",
    "    line(x1,y1,x1,y2,color)\n",
    "    line(x1,y1,x2,y1,color)\n",
    "    line(x1,y2,x2,y2,color)\n",
    "    line(x2,y1,x2,y2,color)\n",
    "    \n",
    "line(50,50,250,250,(255,255,0))\n",
    "line(250,50,50,250,(255,255,0))\n",
    "rect(50,50,250,250,(225,225,0))\n",
    "circle(150,150,100,(225,225,0))\n",
    "\n",
    "# im = np.random.randint(0,255, (100,300,3), dtype=np.uint8)\n",
    "im = Image.fromarray(im)\n",
    "\n",
    "display(im)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "112fa853-efea-4c32-ae8d-74b021bf4d99",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
